{"id":"W4220875354","doi":"10.35502/jcswb.221","title":"Navigating narrow straits: Leadership development of municipal managers of non-policing law enforcement services","year":2022,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bow Valley College","funders":"","keywords":"Law enforcement; Enforcement; Business; Public relations; Criminal justice ethics; Criminal justice; Public administration; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004565943,0.0001015345,0.0002843642,0.00007302945,0.002898136,0.00003567319,0.000521296,0.00004616773,0.0001910687],"category_scores_gemma":[0.0000277848,0.0001053233,0.00009057385,0.0002382873,0.0002092962,0.0004077875,0.0002326466,0.001092819,4.96575e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211668,"about_ca_system_score_gemma":0.0001222703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0754795,"about_ca_topic_score_gemma":0.02125401,"domain_scores_codex":[0.9975594,0.0009285071,0.00071863,0.00004754674,0.0004976707,0.0002483041],"domain_scores_gemma":[0.9981662,0.0005714312,0.0009002776,0.0001563162,0.0001026647,0.0001030815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001006575,0.0001075387,0.001254856,0.0002301348,0.00009540092,0.000001298627,0.9744039,0.005701854,0.0007729279,0.009070734,0.00001122169,0.008249511],"study_design_scores_gemma":[0.0006302516,0.0002016043,0.006879944,0.0006382627,0.00008780879,0.00001539691,0.9651906,0.0003348636,0.0005182611,0.0008355144,0.0244965,0.0001710306],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569396,0.00005671868,0.00009266598,0.001175829,0.0001367725,0.00008464088,0.000002341137,0.000006323883,0.04150505],"genre_scores_gemma":[0.9981179,0.0001343784,0.00104006,0.0005427464,0.00006143744,0.000001075455,0.000004024998,0.000008227705,0.00009009826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05422548,"threshold_uncertainty_score":0.9984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552136042486521,"score_gpt":0.3557103909454756,"score_spread":0.3001890305206104,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}